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variational inference

2069 papers

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VI

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bayesian inference (1904) gaussian process (1198) generative model (2889) variational autoencoder (1282) latent variable model (564) probabilistic modeling (851) representation learning (6174) uncertainty quantification (1365) latent variable (541) approximate inference (253)

Papers

Truncation-free Online Variational Inference for Bayesian Nonparametric Models NIPS 2012
Monte Carlo Methods for Maximum Margin Supervised Topic Models NIPS 2012
Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes NIPS 2012
The variational hierarchical EM algorithm for clustering hidden Markov models NIPS 2012
Meta-Gaussian Information Bottleneck NIPS 2012
Causal discovery with scale-mixture model for spatiotemporal variance dependencies NIPS 2012
Multiresolution Gaussian Processes NIPS 2012
Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models AISTATS 2012
Copula Network Classifiers (CNCs) AISTATS 2012
A Stick-Breaking Likelihood for Categorical Data Analysis with Latent Gaussian Models AISTATS 2012
Sparse Additive Matrix Factorization for Robust PCA and Its Generalization ACML 2012
Variational Bayesian Matching ACML 2012
Online Learning of a Dirichlet Process Mixture of Generalized Dirichlet Distributions for Simultaneous Clustering and Localized Feature Selection ACML 2012
On Stochastic Optimal Control and Reinforcement Learning by Approximate Inference RSS 2012
Fast Variational Mode-Seeking AISTATS 2012
Minimization of Continuous Bethe Approximations: A Positive Variation NIPS 2012
Perfect Dimensionality Recovery by Variational Bayesian PCA NIPS 2012
Fast Variational Inference in the Conjugate Exponential Family NIPS 2012
Bayesian Group Factor Analysis AISTATS 2012
Variational Multinomial Logit Gaussian Process JMLR 2012
glm-ie: Generalised Linear Models Inference & Estimation Toolbox JMLR 2012
Phoneme Classification using Constrained Variational Gaussian Process Dynamical System NIPS 2012
Dual-Space Analysis of the Sparse Linear Model NIPS 2012
How They Vote: Issue-Adjusted Models of Legislative Behavior NIPS 2012
Homeostatic plasticity in Bayesian spiking networks as Expectation Maximization with posterior constraints NIPS 2012